{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests_html\n",
    "from lxml.html import fromstring\n",
    "import time\n",
    "from random import random\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-247-aee4be329760>:20: DeprecationWarning: use options instead of chrome_options\n",
      "  driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,\n"
     ]
    }
   ],
   "source": [
    "# 进入谷歌的版本\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
    "\n",
    "\n",
    "#caps=dict()\n",
    "#caps[\"pageLoadStrategy\"] = \"none\"   # Do not wait for full page load\n",
    "\n",
    "opts = webdriver.ChromeOptions()\n",
    "opts.add_argument('--no-sandbox')#解决DevToolsActivePort文件不存在的报错\n",
    "opts.add_argument('window-size=1920x3000') #指定浏览器分辨率\n",
    "opts.add_argument('--disable-gpu') #谷歌文档提到需要加上一这个属性来规避bug\n",
    "opts.add_argument('--hide-scrollbars') #隐藏滚动条, 应对些特殊页面\n",
    "#opts.add_argument('blink-settings=imagesEnabled=false') #不加载图片, 提升速度\n",
    "#opts.add_argument('--headless') #浏览器不提供可视化页面. linux下如果系统不支持可视化不加这条会启动失败\n",
    "# opts.binary_location = \"C:\\portable\\PortableApps\\IronPortable\\App\\Iron\\chrome.exe\"\n",
    "# opts.binary_location = \"C:\\Program Files\\Google\\Chrome\\Application\\chromedriver.exe\" #\"H:\\_coding_\\Gitee\\InternetNewMedia\\CapstonePrj2016\\chromedriver.exe\"  \n",
    "\n",
    "\n",
    "driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.get(\"https://mp.weixin.qq.com\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [],
   "source": [
    "payload =  {\"account\": \"1601994413@qq.com\", \"password\": \"16839886Ykt\"}\n",
    "# payload =  {\"account\": \"NFUHacks@163.com\", \"password\": \"NFU706947580\"}\n",
    "# 切换为账号密码登录\n",
    "driver.find_element_by_xpath('//div[@class=\"login__type__container login__type__container__scan\"]/a').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"account\"]').clear()\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"account\"]').send_keys(payload['account'])\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"password\"]').clear()\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"password\"]').send_keys(payload['password'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//div[@class=\"login_btn_panel\"]/a').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [],
   "source": [
    "#展开\n",
    "element = driver.find_element_by_xpath('//a[@class=\"weui-desktop-btn__head-opr weui-desktop__unfold-menu-opr\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [],
   "source": [
    "#点击图文素材\n",
    "element = driver.find_element_by_xpath('//*[@id=\"js_mp_sidemenu\"]/div/div/ul/li[2]/ul/li[1]/ul/li[1]/a/span/span')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击+\n",
    "element = driver.find_element_by_xpath('//*[@id=\"js_main\"]/div[3]/div[2]/div/div/div/div[1]/div/div/div[1]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新的图文\n",
    "element = driver.find_element_by_xpath('//*[@id=\"js_main\"]/div[3]/div[2]/div/div/div/div[1]/div/div/div[2]/ul/li[1]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-EDAE274EA50B21F8C133FE6696FA4F58',\n",
       " 'CDwindow-67315F30ABC926276C9AE61D0DA05C35']"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查窗口信息\n",
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-268-704fdf3805c1>:2: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[1])\n"
     ]
    }
   ],
   "source": [
    "# 切换窗口\n",
    "driver.switch_to_window(driver.window_handles[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击超链接\n",
    "element = driver.find_element_by_xpath('//*[@id=\"js_editor_insertlink\"]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "选择其他公众号\n"
     ]
    }
   ],
   "source": [
    "# 点 选择其他公众号\n",
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-btn weui-desktop-btn_default\"]') \n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//form//div[@class=\"inner_link_account_area\"]//input[@class=\"weui-desktop-form__input\"]').clear()\n",
    "driver.find_element_by_xpath('//form//div[@class=\"inner_link_account_area\"]//input[@class=\"weui-desktop-form__input\"]').send_keys('南方都市报')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-icon-btn weui-desktop-search__btn\"]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-icon weui-desktop-icon__search weui-desktop-icon__small\" style=\"width: 20px; height: 20px;\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!---->     <svg viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><title>MP/Icon/Search</title> <g id=\"MP/Icon/Search\" stroke=\"none\" stroke-width=\"1\" fill=\"none\" fill-rule=\"evenodd\"><path d=\"M5.78025253,5.78248558 C8.51392257,3.04881554 12.9460774,3.04881554 15.6797475,5.78248558 C18.1730922,8.27583028 18.3922898,12.1821488 16.3373403,14.9239313 L20.6294949,19.2175144 L19.2152814,20.631728 L14.922508,16.3389663 C12.180685,18.394566 8.27384272,18.1755707 5.78025253,15.6819805 C3.04658249,12.9483105 3.04658249,8.51615562 5.78025253,5.78248558 Z M6.8409127,6.84314575 C4.6930291,8.99102935 4.6930291,12.4734367 6.8409127,14.6213203 C8.98879631,16.7692039 12.4712037,16.7692039 14.6190873,14.6213203 C16.7669709,12.4734367 16.7669709,8.99102935 14.6190873,6.84314575 C12.4712037,4.69526215 8.98879631,4.69526215 6.8409127,6.84314575 Z\" id=\"形状\"></path></g></svg> <!----> <!----> <!----> <!----> <!----></div>\n"
     ]
    }
   ],
   "source": [
    "# 点放大镜搜\n",
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-icon-btn weui-desktop-search__btn\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/3OEpTPib0kVicrzDWicH7JWJpiacbysXllOEbCSNUJCZxEZEhgP51W1Y8om1ZHyxlfMw7dBSw2IgDWCjshddggeiaFQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">南方都市报</strong> <i class=\"inner_link_account_wechat\">微信号：nddaily</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/jribTUbtKkD0sjMf7v2lhz06ZhFcdW38XdraMAfNB49dbqgibCzZx3E6xwDxa1WxaKlaHK3n0yWic6P6P3CibYwVwQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">都市报童</strong> <i class=\"inner_link_account_wechat\">微信号：dushibaotong</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/zzoUJzlKT41tz4jfPPzxI6nWsXQdo458HkQRw6RfAWbBIPVT9NcibYTzYGQQn3l6Fs5dLwenuwBMyS03S28rOqg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">爱南方</strong> <i class=\"inner_link_account_wechat\">微信号：未设置</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/zlrHiaWN66fpUy0XLwTteT1ibM39FwW8ylgEFghOuOd4SWwCX3IdDWoVaHaErYbIWU4ic1ibXSI4DQVGqZ9g6pS0Vg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">正點观影</strong> <i class=\"inner_link_account_wechat\">微信号：nd_ent</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//ul[@class=\"inner_link_account_list\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "公众号SERP = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Element div at 0x1ca570dc6d0>"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " # 检查检索到的公众号，选择目标工作号，点击\n",
    "root = fromstring(公众号SERP)\n",
    "root"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-icon weui-desktop-icon__search weui-desktop-icon__small\" style=\"width: 20px; height: 20px;\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!---->     <svg viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><title>MP/Icon/Search</title> <g id=\"MP/Icon/Search\" stroke=\"none\" stroke-width=\"1\" fill=\"none\" fill-rule=\"evenodd\"><path d=\"M5.78025253,5.78248558 C8.51392257,3.04881554 12.9460774,3.04881554 15.6797475,5.78248558 C18.1730922,8.27583028 18.3922898,12.1821488 16.3373403,14.9239313 L20.6294949,19.2175144 L19.2152814,20.631728 L14.922508,16.3389663 C12.180685,18.394566 8.27384272,18.1755707 5.78025253,15.6819805 C3.04658249,12.9483105 3.04658249,8.51615562 5.78025253,5.78248558 Z M6.8409127,6.84314575 C4.6930291,8.99102935 4.6930291,12.4734367 6.8409127,14.6213203 C8.98879631,16.7692039 12.4712037,16.7692039 14.6190873,14.6213203 C16.7669709,12.4734367 16.7669709,8.99102935 14.6190873,6.84314575 C12.4712037,4.69526215 8.98879631,4.69526215 6.8409127,6.84314575 Z\" id=\"形状\"></path></g></svg> <!----> <!----> <!----> <!----> <!----></div>\n"
     ]
    }
   ],
   "source": [
    "# 点放大镜搜\n",
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-icon-btn weui-desktop-search__btn\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/3OEpTPib0kVicrzDWicH7JWJpiacbysXllOEbCSNUJCZxEZEhgP51W1Y8om1ZHyxlfMw7dBSw2IgDWCjshddggeiaFQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">南方都市报</strong> <i class=\"inner_link_account_wechat\">微信号：nddaily</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/jribTUbtKkD0sjMf7v2lhz06ZhFcdW38XdraMAfNB49dbqgibCzZx3E6xwDxa1WxaKlaHK3n0yWic6P6P3CibYwVwQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">都市报童</strong> <i class=\"inner_link_account_wechat\">微信号：dushibaotong</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/zzoUJzlKT41tz4jfPPzxI6nWsXQdo458HkQRw6RfAWbBIPVT9NcibYTzYGQQn3l6Fs5dLwenuwBMyS03S28rOqg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">爱南方</strong> <i class=\"inner_link_account_wechat\">微信号：未设置</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/zlrHiaWN66fpUy0XLwTteT1ibM39FwW8ylgEFghOuOd4SWwCX3IdDWoVaHaErYbIWU4ic1ibXSI4DQVGqZ9g6pS0Vg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">正點观影</strong> <i class=\"inner_link_account_wechat\">微信号：nd_ent</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//ul[@class=\"inner_link_account_list\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "公众号SERP = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nickname</th>\n",
       "      <th>wechat</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>南方都市报</td>\n",
       "      <td>微信号：nddaily</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/3OEpTPib0kVicrz...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>都市报童</td>\n",
       "      <td>微信号：dushibaotong</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/jribTUbtKkD0sjM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>爱南方</td>\n",
       "      <td>微信号：未设置</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/zzoUJzlKT41tz4j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>正點观影</td>\n",
       "      <td>微信号：nd_ent</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/zlrHiaWN66fpUy0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  nickname            wechat  \\\n",
       "0    南方都市报       微信号：nddaily   \n",
       "1     都市报童  微信号：dushibaotong   \n",
       "2      爱南方           微信号：未设置   \n",
       "3     正點观影        微信号：nd_ent   \n",
       "\n",
       "                                                 img  \n",
       "0  http://mmbiz.qpic.cn/mmbiz_png/3OEpTPib0kVicrz...  \n",
       "1  http://mmbiz.qpic.cn/mmbiz_png/jribTUbtKkD0sjM...  \n",
       "2  http://mmbiz.qpic.cn/mmbiz_png/zzoUJzlKT41tz4j...  \n",
       "3  http://mmbiz.qpic.cn/mmbiz_png/zlrHiaWN66fpUy0...  "
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "主 = root.xpath('//li[@class=\"inner_link_account_item\"]')\n",
    "\n",
    "account_list = []\n",
    "for e in 主:\n",
    "    account_nickname = e.xpath('./div/strong[@class=\"inner_link_account_nickname\"]')[0].text\n",
    "    account_wechat = e.xpath('./div/i[@class=\"inner_link_account_wechat\"]')[0].text\n",
    "    account_img = e.xpath('./div/img/@src')[0]\n",
    "    account = {\"nickname\": account_nickname, \"wechat\": account_wechat, \"img\": account_img,}\n",
    "    account_list.append(account)\n",
    "\n",
    "df_account = pd.DataFrame(account_list)\n",
    "df_account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/3OEpTPib0kVicrzDWicH7JWJpiacbysXllOEbCSNUJCZxEZEhgP51W1Y8om1ZHyxlfMw7dBSw2IgDWCjshddggeiaFQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">南方都市报</strong> <i class=\"inner_link_account_wechat\">微信号：nddaily</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//ul[@class=\"inner_link_account_list\"]/li')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n跳转_input = driver.find_element_by_xpath(\\'//span[@class=\"weui-desktop-pagination__form\"]/input\\')\\n跳转_a = driver.find_element_by_xpath(\\'//span[@class=\"weui-desktop-pagination__form\"]/a\\')\\n跳转_input.clear()\\n跳转_input.send_keys(2)\\n跳转_a.click()\\n'"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 跳转testing\n",
    "'''\n",
    "跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "跳转_input.clear()\n",
    "跳转_input.send_keys(2)\n",
    "跳转_a.click()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 1373]\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "# 跳转上限\n",
    "l_e = driver.find_elements_by_xpath('//label[@class=\"weui-desktop-pagination__num\"]')\n",
    "l_e_int  = [int(x.text) for x in l_e] \n",
    "print (l_e_int)\n",
    "print (l_e_int[0]==l_e_int[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n",
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]\n"
     ]
    }
   ],
   "source": [
    "pages = list(range(l_e_int[0],l_e_int[-1]+1 ))\n",
    "# 改页码上限\n",
    "print (l_e_int[0]==l_e_int[-1])\n",
    "print(pages[0:55])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 厉遍循环\n",
    "html_raw = dict()\n",
    "main_content =\"\"\n",
    "element = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_pages (pages):\n",
    "    for p in pages:\n",
    "        print (p,end='\\t')\n",
    "\n",
    "        跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "        跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "        跳转_input.clear()\n",
    "        跳转_input.send_keys(p)\n",
    "        跳转_a.click()\n",
    "        #时间加长一倍\n",
    "        time.sleep(45+120*random())\n",
    "\n",
    "        element = driver.find_element_by_xpath('//div[@class=\"inner_link_article_list\"]')\n",
    "        main_content = element.get_attribute('innerHTML')\n",
    "        #print(main_content)\n",
    "        html_raw[p] = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t11\t12\t13\t14\t15\t16\t17\t18\t19\t20\t21\t22\t23\t24\t25\t26\t27\t28\t29\t30\t31\t32\t33\t34\t35\t36\t37\t38\t39\t40\t41\t42\t43\t44\t45\t46\t47\t48\t49\t50\t51\t52\t53\t54\t55\t"
     ]
    }
   ],
   "source": [
    "process_pages(pages[0:55])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "1   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "2   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "3   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "4   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "5   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "6   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "7   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "8   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "9   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "10  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "11  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "12  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "13  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "14  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "15  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "16  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "17  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "18  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "19  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "20  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "21  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "22  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "23  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "24  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "25  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "26  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "27  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "28  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "29  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "30  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "31  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "32  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "33  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "34  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "35  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "36  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "37  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "38  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "39  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "40  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "41  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "42  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "43  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "44  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "45  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "46  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "47  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "48  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "49  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "50  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "51  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "52  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "53  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "54  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "55  <div class=\"weui-desktop-radio-group\"><label c..."
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([html_raw]).T\n",
    "df.columns = [\"html_snippets\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'html_raw' (dict)\n"
     ]
    }
   ],
   "source": [
    "%store html_raw\n",
    "import pickle \n",
    "filehandler = open(\"html_raw\", 'wb') \n",
    "pickle.dump(html_raw, filehandler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "54\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "12  <div class=\"weui-desktop-radio-group\"><label c..."
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 找出重复项并删除\n",
    "df_out = df[~df.duplicated()]\n",
    "print (len(df_out))\n",
    "df[df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[12]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[12]"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try_again = list(df[df.duplicated()].index)\n",
    "print(try_again)\n",
    "try_again = try_again + list (set(pages[0:55]).difference(set(df.index.values)))\n",
    "try_again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 存文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = { \"output\" : { \"公众号_htm_snippets\": \"公众号_htm_snippets_{公众号}.tsv\",\n",
    "                    \"公众号_df\": \"公众号_df_{公众号}.tsv\",\n",
    "                    \"公众号_xlsx\": \"公众号_url_{公众号}.xlsx\" } \\\n",
    "      }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28,30,25,26,27,25,27,25,29,27,30,30,30,30,30,27,25,28,30,29,29,30,30,30,30,30,30,30,30,30,26,27,28,30,29,36,40,39,40,40,40,40,40,40,40,40,40,40,40,39,39,40,40,40,40,"
     ]
    }
   ],
   "source": [
    "def get_content(link):\n",
    "    session = HTMLSession()\n",
    "    r = session.get(url=link)\n",
    "    content_xpath_1 = '//*[@id=\"js_content\"]//span/text()'\n",
    "    content_xpath_2 = '//*[@id=\"js_content\"]//p/text()'\n",
    "    content_1 = ''.join(r.html.xpath(content_xpath_1))\n",
    "    content_2 = ''.join(r.html.xpath(content_xpath_2))\n",
    "    return content_1 + content_2\n",
    "\n",
    "def parse_html_snippets(_snippet_):\n",
    "    root = fromstring(_snippet_) \n",
    "    title = [x for x in root.xpath('//div[@class=\"inner_link_article_title\"]//span[2]/text()')]\n",
    "    create_time = [x.text for x in root.xpath('//div[@class=\"inner_link_article_date\"]')]\n",
    "    link = [x for x in root.xpath('//a/@href')]\n",
    "    content_text = [get_content(x) for x in link]\n",
    "    _df_ = pd.DataFrame({\"title\":title, \"create_time\": create_time, \"link\":link, \"content_text\":content_text})\n",
    "    return(_df_)\n",
    "    \n",
    "l_df = []\n",
    "for p in pages[0:55]:\n",
    "    _df_ = parse_html_snippets(df.loc[p,\"html_snippets\"])\n",
    "    print (len(_df_), end=\",\")\n",
    "    l_df.append(_df_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>content_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>女歌手为盗摄道歉！</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>5日晚，女歌手乃万在微博晒出自己在电影院拍摄的屏幕live图还配发了自己的照片live图被网...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>刚刚！新增一中风险地区</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>今天（6日），云南瑞丽市新冠肺炎疫情防控工作指挥部发布关于调整疫情风险等级的通告。根据国家和...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>定了！延期</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨日（5日），天安门管委会官网发布消息：庆祝中国共产党成立100周年大会胜利召开后，全国各地...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>云南旅游重要提醒</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>7月3日，“云南发布”官微披露，为有效预防“不合理低价游”产品，该省日前发布“2021年旅行...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>见女朋友、开工赚钱、喝奶茶！直击深圳封控区解封</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>今天（7月6日）凌晨南都记者深入现场直击宝安区福永街道福围社区见证解封时刻▼昨天（5日）晚上...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1785</th>\n",
       "      <td>一大学挖出地雷？警方赴现场处理</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨日（4月29日），一条名为“中南财经政法大学”的话题冲上微博热搜榜。据称，位于武汉市武昌区...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1786</th>\n",
       "      <td>柔软、透气、有质感，这款T恤简直不要太高级！</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>初夏的阳光从树叶缝隙中洒落，地上印满星星点点的光斑。又到了穿短袖的季节。如果你只能买一件单品...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1787</th>\n",
       "      <td>金融管理部门联合约谈部分从事金融业务的网络平台企业</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>为深入贯彻落实党的十九届五中全会、中央经济工作会议及中央财经委员会第九次会议精神，进一步加强...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1788</th>\n",
       "      <td>广东一热门楼盘被曝骚操作，购房者称寒心！被约谈</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>“天健阅江来项目住宅连同公寓一起购买才能有选房资格”“要多给40万首付才能有入场资格购买住宅...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1789</th>\n",
       "      <td>又一盲盒大热，消协紧急提醒</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>临近五一假期，频频上热搜。有在线旅游平台近期提供数据显示，其推出的盲盒活动截至目前共吸引了超...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1790 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          title create_time  \\\n",
       "0                     女歌手为盗摄道歉！  2021-07-06   \n",
       "1                   刚刚！新增一中风险地区  2021-07-06   \n",
       "2                         定了！延期  2021-07-06   \n",
       "3                      云南旅游重要提醒  2021-07-06   \n",
       "4       见女朋友、开工赚钱、喝奶茶！直击深圳封控区解封  2021-07-06   \n",
       "...                         ...         ...   \n",
       "1785            一大学挖出地雷？警方赴现场处理  2021-04-30   \n",
       "1786     柔软、透气、有质感，这款T恤简直不要太高级！  2021-04-30   \n",
       "1787  金融管理部门联合约谈部分从事金融业务的网络平台企业  2021-04-30   \n",
       "1788    广东一热门楼盘被曝骚操作，购房者称寒心！被约谈  2021-04-30   \n",
       "1789              又一盲盒大热，消协紧急提醒  2021-04-30   \n",
       "\n",
       "                                                   link  \\\n",
       "0     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "...                                                 ...   \n",
       "1785  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1786  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1787  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1788  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1789  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "\n",
       "                                           content_text  \n",
       "0     5日晚，女歌手乃万在微博晒出自己在电影院拍摄的屏幕live图还配发了自己的照片live图被网...  \n",
       "1     今天（6日），云南瑞丽市新冠肺炎疫情防控工作指挥部发布关于调整疫情风险等级的通告。根据国家和...  \n",
       "2     昨日（5日），天安门管委会官网发布消息：庆祝中国共产党成立100周年大会胜利召开后，全国各地...  \n",
       "3     7月3日，“云南发布”官微披露，为有效预防“不合理低价游”产品，该省日前发布“2021年旅行...  \n",
       "4     今天（7月6日）凌晨南都记者深入现场直击宝安区福永街道福围社区见证解封时刻▼昨天（5日）晚上...  \n",
       "...                                                 ...  \n",
       "1785  昨日（4月29日），一条名为“中南财经政法大学”的话题冲上微博热搜榜。据称，位于武汉市武昌区...  \n",
       "1786  初夏的阳光从树叶缝隙中洒落，地上印满星星点点的光斑。又到了穿短袖的季节。如果你只能买一件单品...  \n",
       "1787  为深入贯彻落实党的十九届五中全会、中央经济工作会议及中央财经委员会第九次会议精神，进一步加强...  \n",
       "1788  “天健阅江来项目住宅连同公寓一起购买才能有选房资格”“要多给40万首付才能有入场资格购买住宅...  \n",
       "1789  临近五一假期，频频上热搜。有在线旅游平台近期提供数据显示，其推出的盲盒活动截至目前共吸引了超...  \n",
       "\n",
       "[1790 rows x 4 columns]"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out = pd.concat(l_df).reset_index(drop=True)\n",
    "df_url_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>content_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1775</th>\n",
       "      <td>男子将深圳3套房遗赠同居保姆，现价值近4000万！冲上热搜</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>近日深圳法院一则判决冲上热搜引发网友关注和热议深圳一男子生前立遗嘱将深圳南山大冲城市花园该遗...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1776</th>\n",
       "      <td>杂志发“熟蛋孵小鸡”论文，最新调查结果！</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>记者30日从吉林省新闻出版局获悉，根据进驻《写真地理》的工作组初步调查，刊期为周刊，吉林省新...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1777</th>\n",
       "      <td>“送外卖”副处长又转战网约车！他遇到了一位小哥</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>近日“副处长体验送外卖”火出圈美团、饿了么相继对其问题进行回应这位“网红”副处长王林在体验完...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1778</th>\n",
       "      <td>44人遇难</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>据新华社消息，以色列媒体4月30日援引该国急救组织“红色大卫盾”的消息报道，当日凌晨该国北部...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1779</th>\n",
       "      <td>145人护照作废，限制出境！</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>4月28日，南都记者从国家移民管理局获悉，为持续推进打击治理跨境赌博、电信网络诈骗工作，国家...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1780</th>\n",
       "      <td>导游怒骂游客“骗吃骗喝”！处理来了</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>4月21日晚，一段导游怒骂游客的视频热传。视频中购物店场景疑似湖南省张家界古庸匠翠翡翠城。4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1781</th>\n",
       "      <td>重磅！广州多所中学更名</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨日（4月29日）上午，广州市越秀区教育局举行新闻发布会，对2021年实施的区属中小学布局调...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1782</th>\n",
       "      <td>“幼儿园2死16伤凶案”最新通报：嫌疑人患精神分裂症</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨晚（29日）10时许，广西壮族自治区北流市公安局官方微博@北流公安 对广西北流市新丰镇健乐...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1783</th>\n",
       "      <td>郑爽涉天价合同，国家广电总局深夜发声</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨晚（29日）21点53分，国家广电总局官网发布一文。国家广电总局今天（此处指29日）表示，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1784</th>\n",
       "      <td>突然！前国脚张恩华离世，前一天刚过生日</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>29日，据大连人职业足球俱乐部消息，中国足坛名宿故去世，年仅48岁。据多方消息，张恩华去世一...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1785</th>\n",
       "      <td>一大学挖出地雷？警方赴现场处理</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨日（4月29日），一条名为“中南财经政法大学”的话题冲上微博热搜榜。据称，位于武汉市武昌区...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1786</th>\n",
       "      <td>柔软、透气、有质感，这款T恤简直不要太高级！</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>初夏的阳光从树叶缝隙中洒落，地上印满星星点点的光斑。又到了穿短袖的季节。如果你只能买一件单品...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1787</th>\n",
       "      <td>金融管理部门联合约谈部分从事金融业务的网络平台企业</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>为深入贯彻落实党的十九届五中全会、中央经济工作会议及中央财经委员会第九次会议精神，进一步加强...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1788</th>\n",
       "      <td>广东一热门楼盘被曝骚操作，购房者称寒心！被约谈</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>“天健阅江来项目住宅连同公寓一起购买才能有选房资格”“要多给40万首付才能有入场资格购买住宅...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1789</th>\n",
       "      <td>又一盲盒大热，消协紧急提醒</td>\n",
       "      <td>2021-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>临近五一假期，频频上热搜。有在线旅游平台近期提供数据显示，其推出的盲盒活动截至目前共吸引了超...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title create_time  \\\n",
       "1775  男子将深圳3套房遗赠同居保姆，现价值近4000万！冲上热搜  2021-04-30   \n",
       "1776           杂志发“熟蛋孵小鸡”论文，最新调查结果！  2021-04-30   \n",
       "1777        “送外卖”副处长又转战网约车！他遇到了一位小哥  2021-04-30   \n",
       "1778                          44人遇难  2021-04-30   \n",
       "1779                 145人护照作废，限制出境！  2021-04-30   \n",
       "1780              导游怒骂游客“骗吃骗喝”！处理来了  2021-04-30   \n",
       "1781                    重磅！广州多所中学更名  2021-04-30   \n",
       "1782     “幼儿园2死16伤凶案”最新通报：嫌疑人患精神分裂症  2021-04-30   \n",
       "1783             郑爽涉天价合同，国家广电总局深夜发声  2021-04-30   \n",
       "1784            突然！前国脚张恩华离世，前一天刚过生日  2021-04-30   \n",
       "1785                一大学挖出地雷？警方赴现场处理  2021-04-30   \n",
       "1786         柔软、透气、有质感，这款T恤简直不要太高级！  2021-04-30   \n",
       "1787      金融管理部门联合约谈部分从事金融业务的网络平台企业  2021-04-30   \n",
       "1788        广东一热门楼盘被曝骚操作，购房者称寒心！被约谈  2021-04-30   \n",
       "1789                  又一盲盒大热，消协紧急提醒  2021-04-30   \n",
       "\n",
       "                                                   link  \\\n",
       "1775  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1776  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1777  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1778  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1779  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1780  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1781  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1782  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1783  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1784  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1785  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1786  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1787  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1788  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1789  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "\n",
       "                                           content_text  \n",
       "1775  近日深圳法院一则判决冲上热搜引发网友关注和热议深圳一男子生前立遗嘱将深圳南山大冲城市花园该遗...  \n",
       "1776  记者30日从吉林省新闻出版局获悉，根据进驻《写真地理》的工作组初步调查，刊期为周刊，吉林省新...  \n",
       "1777  近日“副处长体验送外卖”火出圈美团、饿了么相继对其问题进行回应这位“网红”副处长王林在体验完...  \n",
       "1778  据新华社消息，以色列媒体4月30日援引该国急救组织“红色大卫盾”的消息报道，当日凌晨该国北部...  \n",
       "1779  4月28日，南都记者从国家移民管理局获悉，为持续推进打击治理跨境赌博、电信网络诈骗工作，国家...  \n",
       "1780  4月21日晚，一段导游怒骂游客的视频热传。视频中购物店场景疑似湖南省张家界古庸匠翠翡翠城。4...  \n",
       "1781  昨日（4月29日）上午，广州市越秀区教育局举行新闻发布会，对2021年实施的区属中小学布局调...  \n",
       "1782  昨晚（29日）10时许，广西壮族自治区北流市公安局官方微博@北流公安 对广西北流市新丰镇健乐...  \n",
       "1783  昨晚（29日）21点53分，国家广电总局官网发布一文。国家广电总局今天（此处指29日）表示，...  \n",
       "1784  29日，据大连人职业足球俱乐部消息，中国足坛名宿故去世，年仅48岁。据多方消息，张恩华去世一...  \n",
       "1785  昨日（4月29日），一条名为“中南财经政法大学”的话题冲上微博热搜榜。据称，位于武汉市武昌区...  \n",
       "1786  初夏的阳光从树叶缝隙中洒落，地上印满星星点点的光斑。又到了穿短袖的季节。如果你只能买一件单品...  \n",
       "1787  为深入贯彻落实党的十九届五中全会、中央经济工作会议及中央财经委员会第九次会议精神，进一步加强...  \n",
       "1788  “天健阅江来项目住宅连同公寓一起购买才能有选房资格”“要多给40万首付才能有入场资格购买住宅...  \n",
       "1789  临近五一假期，频频上热搜。有在线旅游平台近期提供数据显示，其推出的盲盒活动截至目前共吸引了超...  "
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out.tail(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将抓取到的内容保存到本地 —— 数据输出\n",
    "with pd.ExcelWriter(fn[\"output\"][\"公众号_xlsx\"].format(公众号=公众号)) as writer:\n",
    "    workbook  = writer.book\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 导出文章文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=5&sn=03f29ed53902f8989ce9473c6c469a45&chksm=4794cb8670e342908878f30b12276ef419b2fec38f5b240e32ccd65e43bab5147cf38628d6d5#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=6&sn=10f959631b92fa83fe2c0af2f3712312&chksm=4794cb8670e342907b253f6642a30f352724a1501dbc929c55dce8ce7ff3f8591d604db5a3f2#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=1&sn=f1be0d96accaf226a1e1542d60040100&chksm=4794cb8670e3429088d016fcf8679c6bea97a69e98f010ecd70edb4b76959e89faf3e3d788cb#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=2&sn=9d7d4a4d55a60747be166820555f46b1&chksm=4794cb8670e34290c958b308c3e1ba3427395c3938e5e5bb29d1e0e02059846db98b26558669#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=3&sn=7401d1620bde2e8a3911c0f35f0c4a51&chksm=4794cb8670e34290449e967323fde02816c064c5c1e7d0ec6bd37c39e6a2be8b5909dcb74b49#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=4&sn=e412f167f5d406675bb7a5469985dd75&chksm=4794cb8670e342906aee7a2a1600eaec0f24de528d19ea63f85953a3da3a4c7e36547e84798e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=5&sn=03f29ed53902f8989ce9473c6c469a45&chksm=4794cb8670e342908878f30b12276ef419b2fec38f5b240e32ccd65e43bab5147cf38628d6d5#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651048040&idx=6&sn=10f959631b92fa83fe2c0af2f3712312&chksm=4794cb8670e342907b253f6642a30f352724a1501dbc929c55dce8ce7ff3f8591d604db5a3f2#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047540&idx=1&sn=ff5f4b22fec09ae93b45081fa459c0ab&chksm=4794c59a70e34c8c15abe90f9a6a86ea38868769c9b9db1dd90975fb583adf16ed53cef14c79#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047540&idx=2&sn=14f48f3a28f1ab214224740e69f6ba76&chksm=4794c59a70e34c8c79fe4942f9fa69cf6093302607e596d85860a2a7d11164da02d637ed0a41#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047540&idx=3&sn=5d62142d09b7a244cee81d7025481fb3&chksm=4794c59a70e34c8cdc25155b89ff6c4116c3dd91ed48fa60a3db648b9d2781c9884b6c0d4358#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047540&idx=4&sn=54675b67f402fcdcbb4566c9ad521e95&chksm=4794c59a70e34c8c8786bbd1ebb462f182fecb80f3db54df4c4dfa1347f991cb80c3bb862208#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047540&idx=5&sn=4d4c32a4a5240afc4de814091dc76f46&chksm=4794c59a70e34c8c42309ffb5d535ea4957cc5989e454ec88fa17209ac65beebf81cc56e75a4#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047540&idx=6&sn=4a8ba888eaac91fc81667e7b886d5234&chksm=4794c59a70e34c8cb947ddce685bf1a85ede3bd69a27eddd3602153541f2f0e9f6b32b9674d3#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047450&idx=1&sn=19c4f699dfabb7753a012a0e0ad64f17&chksm=4794c5f470e34ce29c42478c5575f758e03e50bf67bdec264c993f0598aded1e2e91b28e94ac#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047450&idx=2&sn=5eb6f711c45a7634dcbc9de7a33936be&chksm=4794c5f470e34ce2741fda49a3fd1ce125d64b7eb05dc263b35ea0d917de893ef7019d6d637d#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047450&idx=3&sn=b0d16177ecb51a31bc0a514c9043fde2&chksm=4794c5f470e34ce2ae42fdeecfaa456da67abf5fc853cf123ec81bd8417a034095068651a5c2#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047450&idx=4&sn=643ed9b0852a53eec295b058274ae230&chksm=4794c5f470e34ce23bd32676c4753b980e690523638adce733ef08d30f2c0adddf21609a0ff6#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047450&idx=5&sn=ef6c2a17691292d704f6bfd72bb04f97&chksm=4794c5f470e34ce286c1b70e92a54de3c60f2be41d0f02f991139438cf1c6f851853e816ccd3#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047450&idx=6&sn=1a49712c9839e5b979939eafe1eea01d&chksm=4794c5f470e34ce20ef7b292d2cc13895946e58bfe1c1a77cca64a147844975a32f09d4913bc#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047406&idx=1&sn=9f2a75a1388bc4ca008b1972e8009676&chksm=4794c60070e34f1693f613fd81fa8afba42d2ed4240cc80419e606864fbddf62a8d0529cab8e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047406&idx=2&sn=e8fae8a95e7f3769e7264268f640adc7&chksm=4794c60070e34f16da08a0436b9f1039c424bbb1451cf859982cc3cf903d78b415c2d5983fcb#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047406&idx=3&sn=25d41350a08579ded3248b7bfee5995e&chksm=4794c60070e34f16c0f9c955cb2c9652d86eeb939baac95a40ed506118b61f452e20fb65580e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047406&idx=4&sn=3c4d8baf1eaa4c52f925a2aaa08796c4&chksm=4794c60070e34f1624095ec380a63a699af4f7e6c76200423aa3bb93a186fd142b78cd20bf10#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047406&idx=5&sn=f59dbecd8f1712de448962fc1e19384f&chksm=4794c60070e34f16a88c4498e41cb52cbffaf5901837c54fb69c425b9883829a7b62845b07f1#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047406&idx=6&sn=42b2b93f0af9d6bb950bea1d5ac95f89&chksm=4794c60070e34f1644a121e1c5d14daa24b3eac93adfda7bba2dbfc55998c7b2aa7010c4d52c#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047349&idx=1&sn=6ed00f835614d45bffe81069f6f97576&chksm=4794c65b70e34f4dc170b2f0a3dbbf882e1b03b073b33ece4efa00449b6526623c0cc4d68375#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047349&idx=2&sn=65bd63426ddccdbb852d8b778146e91f&chksm=4794c65b70e34f4df2d6a074f513e127ef7ace13cb1b9958ae5ba1c049f9eefee363cdf1991d#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047349&idx=3&sn=f53389fa3a7cca9b0114e5ec04bb1089&chksm=4794c65b70e34f4d4f90fd51d0dbbc97b37ce04561408aa2a08567f1f81643815b2d40d59756#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047349&idx=4&sn=5401eb2d3890baaab4b0d571ff4b8133&chksm=4794c65b70e34f4dd9654cb68aeb5204b39bec1f15463a7e9943d8381476650577c467e1a34a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047349&idx=5&sn=7b518ba064d88afea086752680361c71&chksm=4794c65b70e34f4d6308921bea4f8dc270515c215b27bc60ed2b276a0cc3210e3269530f22df#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047349&idx=6&sn=057e0c8d04d6250c4fdcbc647d85f840&chksm=4794c65b70e34f4d0b2ffdb66b2b260cf3139469c7115a87bfb7c021ab20dc289f50d9614269#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047232&idx=1&sn=376dd13f79880c154fdd6300df88b430&chksm=4794c6ae70e34fb816129d61f544117dd8459d8619594f3ca9b57a3a3ba5d1e66594cc60ff6a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047232&idx=2&sn=6497243feca8a0c5a0eb73e194f878cf&chksm=4794c6ae70e34fb8cd629fd30422c5e8075877e8c9d6575b5408dc00884a6370a65fbdb13c03#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047232&idx=3&sn=d33d54e23337937ccdea70fb0c309758&chksm=4794c6ae70e34fb8a22ba95070aefcc1089ae4b431ef1abfda9baf1344b5277fb29ee7841161#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047232&idx=4&sn=35d903608e73e264fde8840b42d1a109&chksm=4794c6ae70e34fb814bcb1226c3e3b982ffff699fc76b5fb59e2f8c78e60af106f3055e1ff74#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047232&idx=5&sn=2602708bb385438cce572f7ddeb04fd8&chksm=4794c6ae70e34fb8c71c85a65fbf9055c27450f49e1194c052960ed03cc17a265145616d3fcd#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047232&idx=6&sn=62fe8751aff9518ec9917b68cc33df12&chksm=4794c6ae70e34fb875c5ed873defff96243ee0052b6ae6e1cf6f73c63f3ade396a60f9954d5b#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047069&idx=1&sn=6db54b5d137f52b848523abf0994ea5e&chksm=4794c77370e34e65d9b721ede0dce2774c6bf39c9561cca0dd938264ad7650fa250a155821c0#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047069&idx=2&sn=f103fe59e095ad225c7f7d4a50dd7790&chksm=4794c77370e34e65907d0a84ba82c606da6a297af52ce335748c9c13731e78258e670e949cb3#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047069&idx=3&sn=f43d7420cd6d3fb2cb1bc7e47480f5d6&chksm=4794c77370e34e655cb7fde17aac184f978531dec041762955cab736febef22b41da6fa05f5e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047069&idx=4&sn=806c475be2a7e119516b98e729990304&chksm=4794c77370e34e65f20ccaf84cfc57f2e87162a313ee8582b1d2c0854bb575aa959208d82c4e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047069&idx=5&sn=a968b6bc325f60f71e1bb64a2e9a9dea&chksm=4794c77370e34e658e91d92fcb60b6a2402b8c5e99459ae530bb2eb707ee1da6b7ab21be2f68#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651047069&idx=6&sn=032e90b621c988a121c2ec786edbecd0&chksm=4794c77370e34e65896807b06e95d2e034d27d4d9d2f1302f157213c59a8246d027e5c13ad92#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046978&idx=1&sn=af160cb3d27e5c7ca930e54fdc3bedb5&chksm=4794c7ac70e34ebae5a6153db5a593fc3f7a87c493c47407680eb06b938ac83c2f282ddd9bee#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046978&idx=2&sn=ab71d2d35f07d6a67a36a59e6b4e2541&chksm=4794c7ac70e34ebaa13de3b1f1835c30deb89e20d010d94f984b7a958fa76cd20b2d30d96035#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046978&idx=3&sn=39f25057e4674f62824e6bf470a26dc6&chksm=4794c7ac70e34ebadff9e2705d08202d87e091119036facc9caf9f489aec938b164d70a64544#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046978&idx=4&sn=705a4a3f65ee510120fda58860f5e604&chksm=4794c7ac70e34eba353e1ca74fcd67d22bcd9c8ccd594195c56a7c234fe35f9dcb084a5bd307#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046978&idx=5&sn=a7efbe55c2c906c3c9a6092c7c41f43c&chksm=4794c7ac70e34eba483b4d69d280f869c6ab80d4705e6ed1b6fb81769fa01bcb75c312296c55#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046978&idx=6&sn=0cdc5a0e7087cc296e73355821cba528&chksm=4794c7ac70e34eba1a3581dc8ab39c960e6fb37bb15913c8a843eb305f004196cb942916c94d#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046940&idx=1&sn=5bbdf0c2293f00f057d48ac195b0832e&chksm=4794c7f270e34ee4844a3a4298ad17d49d07187c71357f9a4cd78dd11ba900eb0e273e914a3f#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046940&idx=2&sn=4cab249da4fa03eaf95c27c885a3f558&chksm=4794c7f270e34ee4ef62c0e21fea70dfdb845768f30a51ab0672acbebd32913a05acf7e33424#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046940&idx=3&sn=c269a87c88044ea4e3b7b02e1283523f&chksm=4794c7f270e34ee4a6a43be3868ec4f2505ffd258e310c3d4f5763328a0103938e14da8428c0#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046940&idx=4&sn=0989834da70c4fcaa39b018c3c95599b&chksm=4794c7f270e34ee494594b8bd11fea5d3abbf4a68f2e5d77e85cfc2f33064d7a94a06af1f31b#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046940&idx=5&sn=b404294a65da9eecbb8fb470191cb327&chksm=4794c7f270e34ee4f07d75d42bbfdd1cb767e9b031d5c224907a5a2a6a296673252dfc5a1b30#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046900&idx=1&sn=84ec3d299c3fde437aae244ca650f93a&chksm=4794c01a70e3490cd839f07e65e894c5840735964e63d800e5d8bb25f58459471eb4191260ef#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046900&idx=2&sn=ab882618657d5130f45a0a6c20d6ad59&chksm=4794c01a70e3490ca3f2db97aa74d9f015bf68da5bd5829d1847b22c16b3904c4519dbd494f5#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046900&idx=3&sn=f40b993b9092e538f3ccbc06bff59d4e&chksm=4794c01a70e3490c381a5703dc0c95755a7c12974ac51c3209834857530f0410c9d10ed5caf6#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046900&idx=4&sn=116d1967b5fc2c2a538192e07dbe9444&chksm=4794c01a70e3490c1226ae12c39f64c2808d80fdc0ff7d58745a0c010b220d60a6ec1bbcaade#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046900&idx=5&sn=34189047e66a135294cce99ecef87987&chksm=4794c01a70e3490c4fabb8c61f2cd29f128b40fad2f65a2cd3fc11495d56ecec3cb31d24d113#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046900&idx=6&sn=560bd323566e23cc1aa42795405aeaff&chksm=4794c01a70e3490cb3dd48789b34f90509a747a7541979d187ebc0163dfec6bcff4f9568043e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046874&idx=1&sn=560f65f152035ed64867a881c8018e2c&chksm=4794c03470e3492262ad1b92b78ae2ed139f9ce33c6563c48d260d95e602841576042cdd33a4#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046874&idx=2&sn=df8037a81ba64d68c91ab36476abc0fb&chksm=4794c03470e349225d6574c7f0f205e2610e7006e2b2b5432e4cc0381aa0caf35c18640b8712#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651046874&idx=3&sn=fffd15394da8f630d442989238659ca4&chksm=4794c03470e34922e1fca651b7c89ec9d5de2f44bfa8b56bca972425b9757fe3d9e884e80390#rd',\n",
       " ...]"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 文章文本链接\n",
    "link_group = df_url_out[\"link\"].to_list()\n",
    "link_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 测试是否可行\n",
    "from requests_html import HTMLSession\n",
    "import requests_html\n",
    "import urllib.parse\n",
    "session = HTMLSession()\n",
    "session.get(link_group[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检查\n",
    "url = \"http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651064261&idx=1&sn=4f6fcf74690a7bf4e9c64b57f9c01774&chksm=4793042b70e48d3d1954bf3574d9356cc91d511ba0485dc169c24ad8aba76f7dd2d617043af7#rd'\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [],
   "source": [
    "标题 = r.html.xpath('//*[@id=\"activity-name\"]/text()')\n",
    "# 标题\n",
    "标题1=''.join(标题)\n",
    "# 标题1\n",
    "标题_qingxi= 标题1.replace('\\n                    \\n                    \\n                    \\n','').replace('\\n                ','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'5日晚，女歌手乃万在微博晒出自己在电影院拍摄的屏幕live图还配发了自己的照片live图被网友指出是盗摄后她将微博删除并重新发布一条微博道歉乃万在道歉中表示自己看电影拍照并发微博的行为是错误的被粉丝提醒后已经迅速删除也非常对不起电影制作者们……随后，乃万道歉冲上热搜！网友：原来这是“盗摄”……所谓影院盗摄，一般是指对正在放映的电影进行屏摄、盗录的行为。有人说，很多人都看电影拍照，为什么明星这样做会引发这么大的关注？下面网友回应道，这件事很普通但不代表是对的。在乃万的行为被网友批评后，不少人表示，刚好做个普及。律师：拍照无论传播与否都侵权据电影频道《今日影评》栏目报道称，盗录电影的灰色产业链，曾一度影响着很多影片的正常市场发行。事件发生后，电影频道今日影评官方微博再次转发相关报道。律师指出，在电影院内拍摄电影正片、彩蛋均属盗摄！拍照无论传播与否也都侵权！购买电影票，并不等于拥有盗摄影片的权利，观影仍需恪守底线。视频源CCTV6《今日影评》曾雯雯律师表示，屏摄，顾名思义，指的是在观影过程中的屏摄，也就是录音、录像。《电影产业促进法》第31条，未经权利人许可，任何人不得对正在放映的电影进行录音录像。同时，影片著作权及其相关的权利，还受到《民法典》、《著作权法》、《刑法》等法律的保护。虽然现有法律条文对于“放映”暂没有明确的界定，但我们认为，从龙标之后到电影放映结束影院亮灯的时间都属于“放映”，不应屏摄。有观众认为，拍照不是法律中所说的“录像”。但是录像的含义，是指用光学、电磁等方法把图像记录下来，最终呈现形式是“图像”或“图像+伴音”。此外，目前主流的摄影功能手机，为了突破感光单元和镜头进光量的物理缺陷，往往采用拍摄多张照片通过“堆栈”方式获得一张效果最优照片。某些品牌手机，进入摄影功能后，并不需要用户按下拍摄键，就在后台暗中运行录像，以确保不错过潜在拍摄机会。换言之，对于手机而言，拍照和录像功能的区分越发模糊。因此，我们认为，拍照是属于“录像”的范畴。还有观众认为，在电影放映中，普通的拍照或者录一段视频，并没有进行营利性的传播，仅仅是分享在社交网络或者自己保存，并没有给片方带来明显的损失，甚或是在给影片宣传呢！首先，法律有明确的禁止性规定，法有禁止则不可为。其次，关键场景/关键信息，往往一张静态图片或者台词的片段，就足以造成破坏性的泄露。如果想分享影片内容到社交媒体，建议使用官方发布的海报、剧照、片花，或者影院展出的海报，同时也不会因举起手机屏摄，而影响其他观众的观影体验。观看电影时拍摄是侵权行为！你也遇到过类似行为吗？欢迎在留言区讨论～据中国青年报（ID：zqbcyol）综合▊ 南都福利社南都君今天将会送出7本《半小时漫画科学史3》。从没见过一本科学书，同时集齐了这么多的笑点与知识点！比学习知识点更重要的是学习科学家们的思考方式。不再是课本上枯燥的知识点，也不是黑板上复杂的公式，而是形象的漫画和幽默的比喻，《半小时漫画科学史3》给你一次既爆笑又干货满满的学习体验。点击上图，6.5折想要的朋友请在本条文末写留言，格式为【#半小时#+姓名+电话+快递地址+想要的理由】，留言不会被放出。截止时间为7月8日。中奖名单将在7月11日前在本文置顶留言中公布。转发+在看，提醒更多人注意！'"
      ]
     },
     "execution_count": 314,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "内容 = r.html.xpath('//div[@class=\"rich_media_content\"]//text()')\n",
    "# 内容\n",
    "内容1=''.join(内容)\n",
    "# 内容1\n",
    "内容_qingxi= 内容1.replace('\\n','').replace('\\xa0','').replace('\\xa0','').replace('\\xa0\\n','')\n",
    "内容_qingxi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>标题</th>\n",
       "      <th>内容</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>女歌手为盗摄道歉！</td>\n",
       "      <td>5日晚，女歌手乃万在微博晒出自己在电影院拍摄的屏幕live图还配发了自己的照片live图被网...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>刚刚！新增一中风险地区</td>\n",
       "      <td>今天（6日），云南瑞丽市新冠肺炎疫情防控工作指挥部发布关于调整疫情风险等级的通告。根据国家和...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>定了！延期</td>\n",
       "      <td>昨日（5日），天安门管委会官网发布消息：庆祝中国共产党成立100周年大会胜利召开后，全国各地...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>云南旅游重要提醒</td>\n",
       "      <td>7月3日，“云南发布”官微披露，为有效预防“不合理低价游”产品，该省日前发布“2021年旅行...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>见女朋友、开工赚钱、喝奶茶！直击深圳封控区解封</td>\n",
       "      <td>7月6日0点下十围封闭封控区 解 封 了！！今天（7月6日）凌晨南都记者深入现场直击宝安区福...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>一大学挖出地雷？警方赴现场处理</td>\n",
       "      <td>昨日（4月29日），一条名为“中南财经政法大学”的话题冲上微博热搜榜。据称，位于武汉市武昌区...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>柔软、透气、有质感，这款T恤简直不要太高级！</td>\n",
       "      <td>初夏的阳光从树叶缝隙中洒落，地上印满星星点点的光斑。又到了穿短袖的季节。如果你只能买一件单品...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金融管理部门联合约谈部分从事金融业务的网络平台企业</td>\n",
       "      <td>为深入贯彻落实党的十九届五中全会、中央经济工作会议及中央财经委员会第九次会议精神，进一步加强...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广东一热门楼盘被曝骚操作，购房者称寒心！被约谈</td>\n",
       "      <td>“天健阅江来项目住宅连同公寓一起购买才能有选房资格”“要多给40万首付才能有入场资格购买住宅...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>又一盲盒大热，消协紧急提醒</td>\n",
       "      <td>临近五一假期，“机票盲盒”频频上热搜。有在线旅游平台近期提供数据显示，其推出的盲盒活动截至目...</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1790 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           标题  \\\n",
       "0                   女歌手为盗摄道歉！   \n",
       "0                 刚刚！新增一中风险地区   \n",
       "0                       定了！延期   \n",
       "0                    云南旅游重要提醒   \n",
       "0     见女朋友、开工赚钱、喝奶茶！直击深圳封控区解封   \n",
       "..                        ...   \n",
       "0             一大学挖出地雷？警方赴现场处理   \n",
       "0      柔软、透气、有质感，这款T恤简直不要太高级！   \n",
       "0   金融管理部门联合约谈部分从事金融业务的网络平台企业   \n",
       "0     广东一热门楼盘被曝骚操作，购房者称寒心！被约谈   \n",
       "0               又一盲盒大热，消协紧急提醒   \n",
       "\n",
       "                                                   内容  \\\n",
       "0   5日晚，女歌手乃万在微博晒出自己在电影院拍摄的屏幕live图还配发了自己的照片live图被网...   \n",
       "0   今天（6日），云南瑞丽市新冠肺炎疫情防控工作指挥部发布关于调整疫情风险等级的通告。根据国家和...   \n",
       "0   昨日（5日），天安门管委会官网发布消息：庆祝中国共产党成立100周年大会胜利召开后，全国各地...   \n",
       "0   7月3日，“云南发布”官微披露，为有效预防“不合理低价游”产品，该省日前发布“2021年旅行...   \n",
       "0   7月6日0点下十围封闭封控区 解 封 了！！今天（7月6日）凌晨南都记者深入现场直击宝安区福...   \n",
       "..                                                ...   \n",
       "0   昨日（4月29日），一条名为“中南财经政法大学”的话题冲上微博热搜榜。据称，位于武汉市武昌区...   \n",
       "0   初夏的阳光从树叶缝隙中洒落，地上印满星星点点的光斑。又到了穿短袖的季节。如果你只能买一件单品...   \n",
       "0   为深入贯彻落实党的十九届五中全会、中央经济工作会议及中央财经委员会第九次会议精神，进一步加强...   \n",
       "0   “天健阅江来项目住宅连同公寓一起购买才能有选房资格”“要多给40万首付才能有入场资格购买住宅...   \n",
       "0   临近五一假期，“机票盲盒”频频上热搜。有在线旅游平台近期提供数据显示，其推出的盲盒活动截至目...   \n",
       "\n",
       "                                                   链接  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "..                                                ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "\n",
       "[1790 rows x 3 columns]"
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导出详细页数据\n",
    "list_df = []\n",
    "df={}\n",
    "for url in link_group:\n",
    "    session = HTMLSession()\n",
    "    r = session.get(url)\n",
    "    标题=r.html.xpath('//*[@id=\"activity-name\"]/text()')\n",
    "    内容=r.html.xpath('//div[@class=\"rich_media_content\"]//text()')\n",
    "    标题_清洗=''.join(标题).replace('\\n                    \\n                    \\n                    \\n','').replace('\\n                ','')\n",
    "    内容_清洗=''.join(内容).replace('\\n','').replace('\\xa0','').replace('\\xa0','').replace('\\xa0\\n','')\n",
    "\n",
    "    df[\"标题\"] = 标题_清洗\n",
    "    df[\"内容\"] = 内容_清洗\n",
    "    df[\"链接\"] = url    \n",
    "    df_详细 = pd.DataFrame(df,index=[0])\n",
    "    list_df.append(df_详细)\n",
    "    \n",
    "df_all = pd.concat(list_df)\n",
    "df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存表格\n",
    "with pd.ExcelWriter('data_out/{公众号}公众号详细信息数据.xlsx'.format(公众号=公众号),mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer,sheet_name=\"数据\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 合并表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_简单页 = pd.read_excel('data_out/{公众号}公众号信息.xlsx'.format(公众号=公众号))\n",
    "df_详细页 = pd.read_excel('data_out/{公众号}公众号详细信息数据.xlsx'.format(公众号=公众号))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存表格\n",
    "with pd.ExcelWriter('data_out/{公众号}公众号所有数据.xlsx'.format(公众号=公众号),mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_所有.to_excel(writer,sheet_name=\"数据\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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